Multivariate Time Series Anomaly Detection on PSM (AUC, AUPRC, F1)
77.23AUCLSD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LSDRank=5.44, Latent Manifold=Euclidean Space (Rn)2026.06 | 77.23 | 53.92 | 59.87 | |
| DeepSVDDRank=11.222026.06 | 77.03 | 50.74 | 57.99 | |
| LSDRank=5.78, Latent Manifold=Hyperspherical Space (Sn)2026.06 | 75.64 | 52.37 | 56.13 | |
| KNNRank=7.222026.06 | 73.91 | 54.33 | 54.86 | |
| LOFRank=11.782026.06 | 71.57 | 43.61 | 54.48 | |
| COUTARank=10.112026.06 | 70.72 | 45.98 | 51.92 | |
| AnomalyTrans.Rank=8.782026.06 | 70.04 | 48.5 | 50.82 | |
| IForestRank=5.562026.06 | 70.01 | 47.06 | 50.59 | |
| OCSVMRank=6.332026.06 | 69.83 | 51.29 | 49.63 | |
| DeepIFRank=10.002026.06 | 69.47 | 46.11 | 49.87 | |
| COPODRank=5.562026.06 | 66.87 | 43.24 | 49.01 | |
| TranADRank=8.782026.06 | 66.34 | 46.86 | 48.43 | |
| PCARank=8.112026.06 | 65.74 | 47.44 | 46.59 | |
| USADRank=9.562026.06 | 61.78 | 40.18 | 46.32 | |
| TcnEDRank=7.892026.06 | 61.56 | 37.51 | 46.05 | |
| TimesNetRank=13.892026.06 | 59.58 | 39.24 | 43.54 |